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alt.freeweights.vision / vit_pe_spatial_tiny_patch16_512.fb
From: timm <huggingface.co/timm>Newsgroups: alt.freeweights.visionSubject:

vit_pe_spatial_tiny_patch16_512.fb

Date: 2026-11-15Commit: 2531addSigned: 2DC28CC7B26A283B ✓

Image feature extraction model with 6M parameters. Safetensors weights, 45.5 MB in all. Published by timm under Apache-2.0.

6M params45.5MBvit_pe_spatial_tiny_patch16_512.fbsafetensorspermissive
FactsParams6MSize45.5 MBFormatssafetensorsTaskimage feature extractionLicenseApache-2.0From sourcepermissive
$ fw get timm/vit_pe_spatial_tiny_patch16_512.fb
# manifest sha256 e705d2a18b17… · 45.5 MB · 5 files
$ fw verify ./vit_pe_spatial_tiny_patch16_512.fb timm/vit_pe_spatial_tiny_patch16_512.fb
From sourceHosted (signed)timm/vit_pe_spatial_tiny_patch16_512.fbLast check: 2026-11-15 03:44 UTC
Run at homeGet help

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

Ranked by fit to this model (safetensors), then by GitHub stars.

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
45.5 MB
Weights
22.7 MB (safetensors)
Parameters
6M
Formats
safetensors
Task
image feature extraction
License
Apache-2.0 (permissive)
Files
5, each with a sha256
Publisher
timm
Added
2026-11-15
Section
alt.freeweights.vision
Lineage

Original release from the publisher.

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 03:44 UTCpassed

Model card

From the publisher at commit 2531add. Shown as plain text with links; images open at the publisher.

Model card for vit_pe_spatial_tiny_patch16_512.fb#

Files

5 files · 45.5 MBWeights 22.7 MB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 5 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md154 Be4578b9d6b72a16efa7603c454ac972cbe66a433a7029a6f3361c907da04460c
config.json597 B4d384ad581396ec3c829eec4cc55505141f60746934749c23114852ff20fb95f
model.safetensors22.7 MB7242055f36d8973c569cfdd1c26ebdef0f4c00e8e4acdad1a7ffc6e94fa8043a
pytorch_model.bin22.8 MB36570c7c677dfeb9757140181a33c890e8eac6b50e457073383e52dd0678568a
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
2531addff6 pinned now2026-11-15 03:44 UTC5 files · 45.5 MB

Use it

$ fw get timm/vit_pe_spatial_tiny_patch16_512.fb
# manifest sha256 e705d2a18b17… · 45.5 MB · 5 files
$ fw verify ./vit_pe_spatial_tiny_patch16_512.fb timm/vit_pe_spatial_tiny_patch16_512.fb
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/timm/vit_pe_spatial_tiny_patch16_512.fb.json --dir ./vit_pe_spatial_tiny_patch16_512.fb $ python3 fw.py verify ./vit_pe_spatial_tiny_patch16_512.fb ./timm__vit_pe_spatial_tiny_patch16_512.fb.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download timm/vit_pe_spatial_tiny_patch16_512.fb --revision 2531addff69b565668fc6f2065a1c222cf1d431b --local-dir ./vit_pe_spatial_tiny_patch16_512.fb
Run at home

License

Name
Apache License 2.0
Id
Apache-2.0
Class
Permissive
Redistribution
yes
Listing
Hosted (signed)
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
README.md
Text sha256
e4578b9d6b72a16efa7603c454ac972cbe66a433a7029a6f3361c907da04460c
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license table. A custom license passes only after a person reads it.

Provenance

From: timm <huggingface.co/timm>Newsgroups: alt.freeweights.visionSubject: vit_pe_spatial_tiny_patch16_512.fbDate: 2026-11-15Commit: 2531addSigned: 2DC28CC7B26A283B ✓
Upstream
timm/vit_pe_spatial_tiny_patch16_512.fb
Pinned commit
2531addff69b565668fc6f2065a1c222cf1d431b
Manifest
vit_pe_spatial_tiny_patch16_512.fb.json · .minisig
Manifest sha256
e705d2a18b173f270a50f8b07d6ad4557a7f57b121497b9f5e74586547f60e0c
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:44 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/timm/vit_pe_spatial_tiny_patch16_512.fb.json $ curl -O https://freeweights.allternit.com/manifests/timm/vit_pe_spatial_tiny_patch16_512.fb.json.minisig $ minisign -Vm vit_pe_spatial_tiny_patch16_512.fb.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Model tree

No related models in this catalog.Nothing here lists this model as its parent, and it names no parent.
Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download timm/vit_pe_spatial_tiny_patch16_512.fb
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. vit_pe_spatial_tiny_patch16_512.fb.json. Provenance. Takedown history: none.
Source
huggingface.co/timm/vit_pe_spatial_tiny_patch16_512.fb

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